{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fox   plain bus   dolphin rocket crocodile bear  camel shark cup   woman shrew tulip tulip skunk orchid motorcycle seal  streetcar beaver poppy skunk chimpanzee couch motorcycle willow_tree tank  flatfish poppy crocodile clock chair\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc1 = nn.Linear(base_channel * 8 * 4, base_channel * 8)\n",
    "    self.fc2 = nn.Linear(base_channel * 8, base_channel * 4)\n",
    "    self.fc3 = nn.Linear(base_channel * 4, len(classes))\n",
    "    self.dropout = nn.Dropout(0.01)\n",
    "\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.fc2(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.fc3(x)\n",
    "    x = self.dropout(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/49 轮训练\n",
      "----------\n",
      "train 损失: 4.0887 Top-1 准确率: 0.0766 Top-5 准确率: 0.2500\n",
      "val 损失: 3.9558 Top-1 准确率: 0.0901 Top-5 准确率: 0.2792\n",
      "\n",
      "第 1/49 轮训练\n",
      "----------\n",
      "train 损失: 3.5049 Top-1 准确率: 0.1654 Top-5 准确率: 0.4254\n",
      "val 损失: 3.4781 Top-1 准确率: 0.1651 Top-5 准确率: 0.4260\n",
      "\n",
      "第 2/49 轮训练\n",
      "----------\n",
      "train 损失: 3.0883 Top-1 准确率: 0.2364 Top-5 准确率: 0.5330\n",
      "val 损失: 3.2348 Top-1 准确率: 0.2112 Top-5 准确率: 0.4914\n",
      "\n",
      "第 3/49 轮训练\n",
      "----------\n",
      "train 损失: 2.7821 Top-1 准确率: 0.2985 Top-5 准确率: 0.6073\n",
      "val 损失: 2.8222 Top-1 准确率: 0.2985 Top-5 准确率: 0.6024\n",
      "\n",
      "第 4/49 轮训练\n",
      "----------\n",
      "train 损失: 2.5563 Top-1 准确率: 0.3396 Top-5 准确率: 0.6595\n",
      "val 损失: 2.5514 Top-1 准确率: 0.3414 Top-5 准确率: 0.6560\n",
      "\n",
      "第 5/49 轮训练\n",
      "----------\n",
      "train 损失: 2.3732 Top-1 准确率: 0.3793 Top-5 准确率: 0.6993\n",
      "val 损失: 2.3764 Top-1 准确率: 0.3816 Top-5 准确率: 0.6913\n",
      "\n",
      "第 6/49 轮训练\n",
      "----------\n",
      "train 损失: 2.2259 Top-1 准确率: 0.4129 Top-5 准确率: 0.7303\n",
      "val 损失: 2.2068 Top-1 准确率: 0.4071 Top-5 准确率: 0.7349\n",
      "\n",
      "第 7/49 轮训练\n",
      "----------\n",
      "train 损失: 2.1134 Top-1 准确率: 0.4370 Top-5 准确率: 0.7502\n",
      "val 损失: 2.1308 Top-1 准确率: 0.4347 Top-5 准确率: 0.7399\n",
      "\n",
      "第 8/49 轮训练\n",
      "----------\n",
      "train 损失: 2.0009 Top-1 准确率: 0.4636 Top-5 准确率: 0.7717\n",
      "val 损失: 2.2025 Top-1 准确率: 0.4197 Top-5 准确率: 0.7335\n",
      "\n",
      "第 9/49 轮训练\n",
      "----------\n",
      "train 损失: 1.9098 Top-1 准确率: 0.4821 Top-5 准确率: 0.7912\n",
      "val 损失: 2.1575 Top-1 准确率: 0.4366 Top-5 准确率: 0.7400\n",
      "\n",
      "第 10/49 轮训练\n",
      "----------\n",
      "train 损失: 1.8316 Top-1 准确率: 0.5028 Top-5 准确率: 0.8029\n",
      "val 损失: 1.9039 Top-1 准确率: 0.4845 Top-5 准确率: 0.7898\n",
      "\n",
      "第 11/49 轮训练\n",
      "----------\n",
      "train 损失: 1.7586 Top-1 准确率: 0.5197 Top-5 准确率: 0.8157\n",
      "val 损失: 1.8149 Top-1 准确率: 0.5079 Top-5 准确率: 0.8000\n",
      "\n",
      "第 12/49 轮训练\n",
      "----------\n",
      "train 损失: 1.6969 Top-1 准确率: 0.5332 Top-5 准确率: 0.8261\n",
      "val 损失: 1.8331 Top-1 准确率: 0.5004 Top-5 准确率: 0.8011\n",
      "\n",
      "第 13/49 轮训练\n",
      "----------\n",
      "train 损失: 1.6498 Top-1 准确率: 0.5465 Top-5 准确率: 0.8356\n",
      "val 损失: 1.8262 Top-1 准确率: 0.5067 Top-5 准确率: 0.8007\n",
      "\n",
      "第 14/49 轮训练\n",
      "----------\n",
      "train 损失: 1.5804 Top-1 准确率: 0.5625 Top-5 准确率: 0.8454\n",
      "val 损失: 1.7185 Top-1 准确率: 0.5359 Top-5 准确率: 0.8222\n",
      "\n",
      "第 15/49 轮训练\n",
      "----------\n",
      "train 损失: 1.5372 Top-1 准确率: 0.5733 Top-5 准确率: 0.8511\n",
      "val 损失: 1.7307 Top-1 准确率: 0.5351 Top-5 准确率: 0.8183\n",
      "\n",
      "第 16/49 轮训练\n",
      "----------\n",
      "train 损失: 1.4836 Top-1 准确率: 0.5835 Top-5 准确率: 0.8609\n",
      "val 损失: 1.6067 Top-1 准确率: 0.5595 Top-5 准确率: 0.8402\n",
      "\n",
      "第 17/49 轮训练\n",
      "----------\n",
      "train 损失: 1.4459 Top-1 准确率: 0.5946 Top-5 准确率: 0.8669\n",
      "val 损失: 1.6093 Top-1 准确率: 0.5639 Top-5 准确率: 0.8371\n",
      "\n",
      "第 18/49 轮训练\n",
      "----------\n",
      "train 损失: 1.4035 Top-1 准确率: 0.6048 Top-5 准确率: 0.8708\n",
      "val 损失: 1.6345 Top-1 准确率: 0.5569 Top-5 准确率: 0.8380\n",
      "\n",
      "第 19/49 轮训练\n",
      "----------\n",
      "train 损失: 1.3652 Top-1 准确率: 0.6155 Top-5 准确率: 0.8772\n",
      "val 损失: 1.5321 Top-1 准确率: 0.5843 Top-5 准确率: 0.8550\n",
      "\n",
      "第 20/49 轮训练\n",
      "----------\n",
      "train 损失: 1.3271 Top-1 准确率: 0.6238 Top-5 准确率: 0.8832\n",
      "val 损失: 1.5251 Top-1 准确率: 0.5808 Top-5 准确率: 0.8531\n",
      "\n",
      "第 21/49 轮训练\n",
      "----------\n",
      "train 损失: 1.2976 Top-1 准确率: 0.6315 Top-5 准确率: 0.8898\n",
      "val 损失: 1.5131 Top-1 准确率: 0.5834 Top-5 准确率: 0.8620\n",
      "\n",
      "第 22/49 轮训练\n",
      "----------\n",
      "train 损失: 1.2659 Top-1 准确率: 0.6401 Top-5 准确率: 0.8920\n",
      "val 损失: 1.4609 Top-1 准确率: 0.6000 Top-5 准确率: 0.8647\n",
      "\n",
      "第 23/49 轮训练\n",
      "----------\n",
      "train 损失: 1.2369 Top-1 准确率: 0.6463 Top-5 准确率: 0.8963\n",
      "val 损失: 1.5170 Top-1 准确率: 0.5955 Top-5 准确率: 0.8573\n",
      "\n",
      "第 24/49 轮训练\n",
      "----------\n",
      "train 损失: 1.2019 Top-1 准确率: 0.6573 Top-5 准确率: 0.9005\n",
      "val 损失: 1.5075 Top-1 准确率: 0.5909 Top-5 准确率: 0.8615\n",
      "\n",
      "第 25/49 轮训练\n",
      "----------\n",
      "train 损失: 1.1792 Top-1 准确率: 0.6645 Top-5 准确率: 0.9046\n",
      "val 损失: 1.4763 Top-1 准确率: 0.5994 Top-5 准确率: 0.8620\n",
      "\n",
      "第 26/49 轮训练\n",
      "----------\n",
      "train 损失: 1.1452 Top-1 准确率: 0.6707 Top-5 准确率: 0.9089\n",
      "val 损失: 1.5080 Top-1 准确率: 0.5977 Top-5 准确率: 0.8575\n",
      "\n",
      "第 27/49 轮训练\n",
      "----------\n",
      "train 损失: 1.1219 Top-1 准确率: 0.6750 Top-5 准确率: 0.9134\n",
      "val 损失: 1.4830 Top-1 准确率: 0.6051 Top-5 准确率: 0.8656\n",
      "\n",
      "第 28/49 轮训练\n",
      "----------\n",
      "train 损失: 1.0884 Top-1 准确率: 0.6861 Top-5 准确率: 0.9164\n",
      "val 损失: 1.4119 Top-1 准确率: 0.6262 Top-5 准确率: 0.8726\n",
      "\n",
      "第 29/49 轮训练\n",
      "----------\n",
      "train 损失: 1.0715 Top-1 准确率: 0.6885 Top-5 准确率: 0.9173\n",
      "val 损失: 1.4545 Top-1 准确率: 0.6160 Top-5 准确率: 0.8705\n",
      "\n",
      "第 30/49 轮训练\n",
      "----------\n",
      "train 损失: 1.0445 Top-1 准确率: 0.6963 Top-5 准确率: 0.9220\n",
      "val 损失: 1.4111 Top-1 准确率: 0.6251 Top-5 准确率: 0.8736\n",
      "\n",
      "第 31/49 轮训练\n",
      "----------\n",
      "train 损失: 1.0235 Top-1 准确率: 0.7034 Top-5 准确率: 0.9252\n",
      "val 损失: 1.4047 Top-1 准确率: 0.6300 Top-5 准确率: 0.8785\n",
      "\n",
      "第 32/49 轮训练\n",
      "----------\n",
      "train 损失: 1.0085 Top-1 准确率: 0.7062 Top-5 准确率: 0.9245\n",
      "val 损失: 1.3750 Top-1 准确率: 0.6301 Top-5 准确率: 0.8797\n",
      "\n",
      "第 33/49 轮训练\n",
      "----------\n",
      "train 损失: 0.9785 Top-1 准确率: 0.7151 Top-5 准确率: 0.9300\n",
      "val 损失: 1.4214 Top-1 准确率: 0.6261 Top-5 准确率: 0.8748\n",
      "\n",
      "第 34/49 轮训练\n",
      "----------\n",
      "train 损失: 0.9487 Top-1 准确率: 0.7232 Top-5 准确率: 0.9330\n",
      "val 损失: 1.3803 Top-1 准确率: 0.6366 Top-5 准确率: 0.8823\n",
      "\n",
      "第 35/49 轮训练\n",
      "----------\n",
      "train 损失: 0.9354 Top-1 准确率: 0.7245 Top-5 准确率: 0.9353\n",
      "val 损失: 1.4211 Top-1 准确率: 0.6288 Top-5 准确率: 0.8765\n",
      "\n",
      "第 36/49 轮训练\n",
      "----------\n",
      "train 损失: 0.9237 Top-1 准确率: 0.7288 Top-5 准确率: 0.9373\n",
      "val 损失: 1.4804 Top-1 准确率: 0.6173 Top-5 准确率: 0.8717\n",
      "\n",
      "第 37/49 轮训练\n",
      "----------\n",
      "train 损失: 0.8983 Top-1 准确率: 0.7370 Top-5 准确率: 0.9398\n",
      "val 损失: 1.5121 Top-1 准确率: 0.6198 Top-5 准确率: 0.8706\n",
      "\n",
      "第 38/49 轮训练\n",
      "----------\n",
      "train 损失: 0.8814 Top-1 准确率: 0.7408 Top-5 准确率: 0.9412\n",
      "val 损失: 1.4202 Top-1 准确率: 0.6392 Top-5 准确率: 0.8803\n",
      "\n",
      "第 39/49 轮训练\n",
      "----------\n",
      "train 损失: 0.8665 Top-1 准确率: 0.7450 Top-5 准确率: 0.9423\n",
      "val 损失: 1.4132 Top-1 准确率: 0.6353 Top-5 准确率: 0.8817\n",
      "\n",
      "第 40/49 轮训练\n",
      "----------\n",
      "train 损失: 0.8387 Top-1 准确率: 0.7517 Top-5 准确率: 0.9464\n",
      "val 损失: 1.4964 Top-1 准确率: 0.6284 Top-5 准确率: 0.8762\n",
      "\n",
      "第 41/49 轮训练\n",
      "----------\n",
      "train 损失: 0.8268 Top-1 准确率: 0.7554 Top-5 准确率: 0.9473\n",
      "val 损失: 1.4614 Top-1 准确率: 0.6304 Top-5 准确率: 0.8737\n",
      "\n",
      "第 42/49 轮训练\n",
      "----------\n",
      "train 损失: 0.8148 Top-1 准确率: 0.7589 Top-5 准确率: 0.9480\n",
      "val 损失: 1.4212 Top-1 准确率: 0.6411 Top-5 准确率: 0.8816\n",
      "\n",
      "第 43/49 轮训练\n",
      "----------\n",
      "train 损失: 0.7993 Top-1 准确率: 0.7665 Top-5 准确率: 0.9503\n",
      "val 损失: 1.4742 Top-1 准确率: 0.6324 Top-5 准确率: 0.8770\n",
      "\n",
      "第 44/49 轮训练\n",
      "----------\n",
      "train 损失: 0.7763 Top-1 准确率: 0.7705 Top-5 准确率: 0.9523\n",
      "val 损失: 1.4701 Top-1 准确率: 0.6427 Top-5 准确率: 0.8799\n",
      "\n",
      "第 45/49 轮训练\n",
      "----------\n",
      "train 损失: 0.7734 Top-1 准确率: 0.7706 Top-5 准确率: 0.9524\n",
      "val 损失: 1.4528 Top-1 准确率: 0.6367 Top-5 准确率: 0.8813\n",
      "\n",
      "第 46/49 轮训练\n",
      "----------\n",
      "train 损失: 0.7570 Top-1 准确率: 0.7753 Top-5 准确率: 0.9551\n",
      "val 损失: 1.4502 Top-1 准确率: 0.6385 Top-5 准确率: 0.8784\n",
      "\n",
      "第 47/49 轮训练\n",
      "----------\n",
      "train 损失: 0.7380 Top-1 准确率: 0.7821 Top-5 准确率: 0.9568\n",
      "val 损失: 1.4392 Top-1 准确率: 0.6462 Top-5 准确率: 0.8850\n",
      "\n",
      "第 48/49 轮训练\n",
      "----------\n",
      "train 损失: 0.7172 Top-1 准确率: 0.7878 Top-5 准确率: 0.9585\n",
      "val 损失: 1.4695 Top-1 准确率: 0.6437 Top-5 准确率: 0.8775\n",
      "\n",
      "第 49/49 轮训练\n",
      "----------\n",
      "train 损失: 0.7085 Top-1 准确率: 0.7873 Top-5 准确率: 0.9603\n",
      "val 损失: 1.4372 Top-1 准确率: 0.6519 Top-5 准确率: 0.8852\n",
      "\n",
      "训练完成，耗时 43m 36s\n",
      "最佳验证集准确率: 0.651900\n"
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=50, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de27fec9-b423-4c34-801b-cdbd8b900ee8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "400f5920-69e2-472d-a629-29281243a487",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0820e2f1-6b3b-47c2-bab3-7cf02cfc182b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('data_enhanced_baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75968b42-66f1-485b-9017-f60049d84e71",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6394\n",
      "Accuracy for class: apple is 79.0 %\n",
      "Accuracy for class: aquarium_fish is 71.0 %\n",
      "Accuracy for class: baby  is 60.0 %\n",
      "Accuracy for class: bear  is 32.0 %\n",
      "Accuracy for class: beaver is 50.0 %\n",
      "Accuracy for class: bed   is 66.0 %\n",
      "Accuracy for class: bee   is 77.0 %\n",
      "Accuracy for class: beetle is 71.0 %\n",
      "Accuracy for class: bicycle is 75.0 %\n",
      "Accuracy for class: bottle is 86.0 %\n",
      "Accuracy for class: bowl  is 54.0 %\n",
      "Accuracy for class: boy   is 44.0 %\n",
      "Accuracy for class: bridge is 66.0 %\n",
      "Accuracy for class: bus   is 77.0 %\n",
      "Accuracy for class: butterfly is 63.0 %\n",
      "Accuracy for class: camel is 66.0 %\n",
      "Accuracy for class: can   is 67.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 58.0 %\n",
      "Accuracy for class: cattle is 54.0 %\n",
      "Accuracy for class: chair is 84.0 %\n",
      "Accuracy for class: chimpanzee is 78.0 %\n",
      "Accuracy for class: clock is 58.0 %\n",
      "Accuracy for class: cloud is 79.0 %\n",
      "Accuracy for class: cockroach is 69.0 %\n",
      "Accuracy for class: couch is 60.0 %\n",
      "Accuracy for class: crab  is 58.0 %\n",
      "Accuracy for class: crocodile is 40.0 %\n",
      "Accuracy for class: cup   is 78.0 %\n",
      "Accuracy for class: dinosaur is 60.0 %\n",
      "Accuracy for class: dolphin is 61.0 %\n",
      "Accuracy for class: elephant is 47.0 %\n",
      "Accuracy for class: flatfish is 54.0 %\n",
      "Accuracy for class: forest is 73.0 %\n",
      "Accuracy for class: fox   is 67.0 %\n",
      "Accuracy for class: girl  is 57.0 %\n",
      "Accuracy for class: hamster is 68.0 %\n",
      "Accuracy for class: house is 66.0 %\n",
      "Accuracy for class: kangaroo is 59.0 %\n",
      "Accuracy for class: keyboard is 83.0 %\n",
      "Accuracy for class: lamp  is 53.0 %\n",
      "Accuracy for class: lawn_mower is 79.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 70.0 %\n",
      "Accuracy for class: lizard is 37.0 %\n",
      "Accuracy for class: lobster is 46.0 %\n",
      "Accuracy for class: man   is 49.0 %\n",
      "Accuracy for class: maple_tree is 55.0 %\n",
      "Accuracy for class: motorcycle is 96.0 %\n",
      "Accuracy for class: mountain is 79.0 %\n",
      "Accuracy for class: mouse is 39.0 %\n",
      "Accuracy for class: mushroom is 64.0 %\n",
      "Accuracy for class: oak_tree is 78.0 %\n",
      "Accuracy for class: orange is 94.0 %\n",
      "Accuracy for class: orchid is 72.0 %\n",
      "Accuracy for class: otter is 36.0 %\n",
      "Accuracy for class: palm_tree is 86.0 %\n",
      "Accuracy for class: pear  is 66.0 %\n",
      "Accuracy for class: pickup_truck is 78.0 %\n",
      "Accuracy for class: pine_tree is 57.0 %\n",
      "Accuracy for class: plain is 92.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 79.0 %\n",
      "Accuracy for class: porcupine is 47.0 %\n",
      "Accuracy for class: possum is 38.0 %\n",
      "Accuracy for class: rabbit is 46.0 %\n",
      "Accuracy for class: raccoon is 63.0 %\n",
      "Accuracy for class: ray   is 50.0 %\n",
      "Accuracy for class: road  is 91.0 %\n",
      "Accuracy for class: rocket is 72.0 %\n",
      "Accuracy for class: rose  is 55.0 %\n",
      "Accuracy for class: sea   is 72.0 %\n",
      "Accuracy for class: seal  is 28.0 %\n",
      "Accuracy for class: shark is 47.0 %\n",
      "Accuracy for class: shrew is 42.0 %\n",
      "Accuracy for class: skunk is 86.0 %\n",
      "Accuracy for class: skyscraper is 85.0 %\n",
      "Accuracy for class: snail is 46.0 %\n",
      "Accuracy for class: snake is 51.0 %\n",
      "Accuracy for class: spider is 74.0 %\n",
      "Accuracy for class: squirrel is 46.0 %\n",
      "Accuracy for class: streetcar is 50.0 %\n",
      "Accuracy for class: sunflower is 85.0 %\n",
      "Accuracy for class: sweet_pepper is 53.0 %\n",
      "Accuracy for class: table is 49.0 %\n",
      "Accuracy for class: tank  is 79.0 %\n",
      "Accuracy for class: telephone is 66.0 %\n",
      "Accuracy for class: television is 79.0 %\n",
      "Accuracy for class: tiger is 66.0 %\n",
      "Accuracy for class: tractor is 72.0 %\n",
      "Accuracy for class: train is 75.0 %\n",
      "Accuracy for class: trout is 78.0 %\n",
      "Accuracy for class: tulip is 51.0 %\n",
      "Accuracy for class: turtle is 56.0 %\n",
      "Accuracy for class: wardrobe is 95.0 %\n",
      "Accuracy for class: whale is 59.0 %\n",
      "Accuracy for class: willow_tree is 57.0 %\n",
      "Accuracy for class: wolf  is 75.0 %\n",
      "Accuracy for class: woman is 31.0 %\n",
      "Accuracy for class: worm  is 59.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fee92407-cdd0-4567-b047-04d0733e7352",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df21b0f2-62b7-4ce3-a94d-cacbf4e26aa8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
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 },
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